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Preconditioners for Ill-Conditioned Toeplitz Matrices
Authors:Daniel Potts  Gabriele Steidl
Affiliation:(1) Institut für Mathematik, Medizinische Universität zu Lübeck, Wallstr. 40, D-23560 Lübeck, Germany. email: potts@math.mu-luebeck.de;(2) Fakultät für Mathematik und Informatik, Universität Mannheim, D-68131 Mannheim, Germany. email: steidl@math.uni-mannheim.de
Abstract:
This paper is concerned with the solution of systems of linear equations ANx = b, where
$${ A_N } _{N in mathbb{N}}$$
denotes a sequence of positive definite Hermitian ill-conditioned Toeplitz matrices arising from a (real-valued) nonnegative generating function f isin C2pgr with zeros. We construct positive definite Hermitian preconditioners MN such that the eigenvalues of MN–1AN are clustered at 1 and the corresponding PCG-method requires only O(N log N) arithmetical operations to achieve a prescribed precision. We sketch how our preconditioning technique can be extended to symmetric Toeplitz systems, doubly symmetric block Toeplitz systems with Toeplitz blocks and non-Hermitian Toeplitz systems. Numerical tests confirm the theoretical expectations.
Keywords:Ill-conditioned Toeplitz matrices  CG-method  clusters of eigenvalues  preconditioners
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